{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Power Plant Energy Output Prediction : Weekend Hackathon #13"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The dataset was collected from a Combined Cycle Power Plant over 6 years (2006-2011) when the power plant was set to work with a full load. Features consist of hourly average ambient variables Temperature (T), Ambient Pressure (AP), Relative Humidity (RH), and Exhaust Vacuum (V) to predict the net hourly electrical energy output (PE) of the plant.\n",
    "A combined-cycle power plant (CCPP) is composed of gas turbines (GT), steam turbines (ST), and heat recovery steam generators.\n",
    "\n",
    "In a CCPP, the electricity is generated by gas and steam turbines, which are combined in one cycle, and is transferred from one turbine to another. While the Vacuum is collected from and has an effect on the Steam Turbine, the other three of the ambient variables affect the GT performance."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Attribute Information:\n",
    "\n",
    "Features consist of hourly average ambient variables\n",
    "\n",
    "    -Temperature (AT) in the range 1.81°C and 37.11°C\n",
    "    -Ambient Pressure (AP) in the range 992.89-1033.30 millibar\n",
    "    -Relative Humidity (RH) in the range of 25.56% to 100.16%\n",
    "    -Exhaust Vacuum (V) in the range 25.36-81.56 cm Hg\n",
    "    -Net hourly electrical energy output (PE) 420.26-495.76 MW\n",
    "\n",
    "The averages are taken from various sensors located around the plant that record the ambient variables every second. The variables are given without normalization."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Rank 6 Solution"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "plt.style.use(\"fivethirtyeight\")\n",
    "from pylab import rcParams\n",
    "\n",
    "import warnings\n",
    "warnings.filterwarnings(\"ignore\")\n",
    "\n",
    "import os\n",
    "os.chdir(\"C:\\\\Users\\\\tamil\\\\OneDrive\\\\Documents\\\\Python Directory\")\n",
    "\n",
    "pd.set_option(\"display.max_rows\",None)\n",
    "pd.set_option(\"display.max_columns\",None)\n",
    "\n",
    "folder = \"mh energy/\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "train = pd.read_csv(folder+\"Train.csv\")\n",
    "test = pd.read_csv(folder+\"Test.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Train set dim :\n",
      "(9568, 5)\n",
      "Test set dim :\n",
      "(38272, 4)\n"
     ]
    }
   ],
   "source": [
    "print(f\"Train set dim :\\n{train.shape}\")\n",
    "print(f\"Test set dim :\\n{test.shape}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>AT</th>\n",
       "      <th>V</th>\n",
       "      <th>AP</th>\n",
       "      <th>RH</th>\n",
       "      <th>PE</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>29.07</td>\n",
       "      <td>72.51</td>\n",
       "      <td>1009.24</td>\n",
       "      <td>58.38</td>\n",
       "      <td>449.371855</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>32.38</td>\n",
       "      <td>67.17</td>\n",
       "      <td>1006.97</td>\n",
       "      <td>60.04</td>\n",
       "      <td>450.861043</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>19.29</td>\n",
       "      <td>67.71</td>\n",
       "      <td>1007.94</td>\n",
       "      <td>63.71</td>\n",
       "      <td>460.894029</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      AT      V       AP     RH          PE\n",
       "0  29.07  72.51  1009.24  58.38  449.371855\n",
       "1  32.38  67.17  1006.97  60.04  450.861043\n",
       "2  19.29  67.71  1007.94  63.71  460.894029"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train.head(3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.3222961114988882\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 504x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.rcParams[\"figure.figsize\"] = 7,5\n",
    "print(train[\"PE\"].skew())\n",
    "train[\"PE\"].hist();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 504x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.rcParams[\"figure.figsize\"] = 7,5\n",
    "np.log(train[\"PE\"]).hist();"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "No major change"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.rcParams[\"figure.figsize\"] = 5,5\n",
    "plt.boxplot(train[\"PE\"]);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "train_ind = train.drop(\"PE\", axis = 1)\n",
    "df = pd.concat([train_ind, test], axis = 0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x720 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.rcParams[\"figure.figsize\"] = 12,10\n",
    "df.hist();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>AT</th>\n",
       "      <th>V</th>\n",
       "      <th>AP</th>\n",
       "      <th>RH</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>47840.000000</td>\n",
       "      <td>47840.000000</td>\n",
       "      <td>47840.000000</td>\n",
       "      <td>47840.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>19.651231</td>\n",
       "      <td>54.305804</td>\n",
       "      <td>1013.259078</td>\n",
       "      <td>73.308978</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>7.452162</td>\n",
       "      <td>12.707362</td>\n",
       "      <td>5.938535</td>\n",
       "      <td>14.599658</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>1.810000</td>\n",
       "      <td>25.360000</td>\n",
       "      <td>992.890000</td>\n",
       "      <td>25.560000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>13.510000</td>\n",
       "      <td>41.740000</td>\n",
       "      <td>1009.100000</td>\n",
       "      <td>63.327500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>20.345000</td>\n",
       "      <td>52.080000</td>\n",
       "      <td>1012.940000</td>\n",
       "      <td>74.975000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>25.720000</td>\n",
       "      <td>66.540000</td>\n",
       "      <td>1017.260000</td>\n",
       "      <td>84.830000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>37.110000</td>\n",
       "      <td>81.560000</td>\n",
       "      <td>1033.300000</td>\n",
       "      <td>100.160000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                 AT             V            AP            RH\n",
       "count  47840.000000  47840.000000  47840.000000  47840.000000\n",
       "mean      19.651231     54.305804   1013.259078     73.308978\n",
       "std        7.452162     12.707362      5.938535     14.599658\n",
       "min        1.810000     25.360000    992.890000     25.560000\n",
       "25%       13.510000     41.740000   1009.100000     63.327500\n",
       "50%       20.345000     52.080000   1012.940000     74.975000\n",
       "75%       25.720000     66.540000   1017.260000     84.830000\n",
       "max       37.110000     81.560000   1033.300000    100.160000"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 648x576 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.rcParams[\"figure.figsize\"] = 9,8\n",
    "for i,col in enumerate(df.columns,1):\n",
    "    plt.subplot(2,3,i)\n",
    "    plt.boxplot(df[col])\n",
    "    plt.xlabel(col)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 900x900 with 30 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.rcParams[\"figure.figsize\"] = 12,10\n",
    "sns.pairplot(train);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10,10))\n",
    "sns.heatmap(df.corr(), annot = True);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# New Features"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Pressure/Vaccum\n",
    "df[\"AP_div_V\"] = df[\"AP\"]/df[\"V\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "def dew_point(AT,RH):\n",
    "    \n",
    "    \"\"\"\n",
    "    Dew Point: The atmospheric temperature (varying according to pressure and humidity) below which water \n",
    "    droplets begin to condense and dew can form.\n",
    "    \n",
    "    Oxford definition :P\n",
    "    \n",
    "    \"\"\"\n",
    "    \n",
    "    dp = AT - ((100-RH)/5)\n",
    "    return dp\n",
    "\n",
    "df[\"Dew_Point\"] = dew_point(df[\"AT\"], df[\"RH\"])\n",
    "#Boosted my score"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "df[\"AT-RH\"] = df[\"RH\"] - df[\"AT\"]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Clustering - To generate new feature"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "from scipy.stats import zscore\n",
    "\n",
    "std = df.apply(zscore)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>AT</th>\n",
       "      <th>V</th>\n",
       "      <th>AP</th>\n",
       "      <th>RH</th>\n",
       "      <th>AP_div_V</th>\n",
       "      <th>Dew_Point</th>\n",
       "      <th>AT-RH</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1.263911</td>\n",
       "      <td>1.432586</td>\n",
       "      <td>-0.676786</td>\n",
       "      <td>-1.022567</td>\n",
       "      <td>-1.249217</td>\n",
       "      <td>1.011482</td>\n",
       "      <td>-1.238096</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1.708082</td>\n",
       "      <td>1.012353</td>\n",
       "      <td>-1.059040</td>\n",
       "      <td>-0.908865</td>\n",
       "      <td>-1.018620</td>\n",
       "      <td>1.584128</td>\n",
       "      <td>-1.321999</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>-0.048474</td>\n",
       "      <td>1.054848</td>\n",
       "      <td>-0.895698</td>\n",
       "      <td>-0.657486</td>\n",
       "      <td>-1.041241</td>\n",
       "      <td>-0.358655</td>\n",
       "      <td>-0.469744</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>-0.429575</td>\n",
       "      <td>-1.009331</td>\n",
       "      <td>0.569325</td>\n",
       "      <td>-1.924653</td>\n",
       "      <td>1.027347</td>\n",
       "      <td>-1.386965</td>\n",
       "      <td>-1.266063</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0.238694</td>\n",
       "      <td>-0.577294</td>\n",
       "      <td>0.114663</td>\n",
       "      <td>-0.825985</td>\n",
       "      <td>0.399186</td>\n",
       "      <td>-0.099533</td>\n",
       "      <td>-0.703657</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         AT         V        AP        RH  AP_div_V  Dew_Point     AT-RH\n",
       "0  1.263911  1.432586 -0.676786 -1.022567 -1.249217   1.011482 -1.238096\n",
       "1  1.708082  1.012353 -1.059040 -0.908865 -1.018620   1.584128 -1.321999\n",
       "2 -0.048474  1.054848 -0.895698 -0.657486 -1.041241  -0.358655 -0.469744\n",
       "3 -0.429575 -1.009331  0.569325 -1.924653  1.027347  -1.386965 -1.266063\n",
       "4  0.238694 -0.577294  0.114663 -0.825985  0.399186  -0.099533 -0.703657"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "std.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.cluster import KMeans\n",
    "def get_clusters(n):\n",
    "    cluster = KMeans( n_clusters = n, random_state = 100 )\n",
    "    cluster.fit(std)\n",
    "        # To get the values of Centroid\n",
    "    centroids = cluster.cluster_centers_\n",
    "    centroid_df = pd.DataFrame(centroids, columns = list(std) )\n",
    "    #print(centroid_df)\n",
    "    prediction=cluster.predict(std)\n",
    "    std[\"Cluster_Label\"] = prediction\n",
    "    print(std.head())\n",
    "    data = std \n",
    "       \n",
    "    def replace(group):\n",
    "        median, std = group.median(), group.std() \n",
    "        outliers = (group - median).abs() > 2*std\n",
    "        group[outliers] = group.median()       \n",
    "        return group\n",
    "\n",
    "    data_corrected = (data.groupby('Cluster_Label').transform(replace)) \n",
    "    concat_data = data_corrected.join(pd.DataFrame(std['Cluster_Label']))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "         AT         V        AP        RH  AP_div_V  Dew_Point     AT-RH  \\\n",
      "0  1.263911  1.432586 -0.676786 -1.022567 -1.249217   1.011482 -1.238096   \n",
      "1  1.708082  1.012353 -1.059040 -0.908865 -1.018620   1.584128 -1.321999   \n",
      "2 -0.048474  1.054848 -0.895698 -0.657486 -1.041241  -0.358655 -0.469744   \n",
      "3 -0.429575 -1.009331  0.569325 -1.924653  1.027347  -1.386965 -1.266063   \n",
      "4  0.238694 -0.577294  0.114663 -0.825985  0.399186  -0.099533 -0.703657   \n",
      "\n",
      "   Cluster_Label  \n",
      "0              3  \n",
      "1              3  \n",
      "2              1  \n",
      "3              2  \n",
      "4              2  \n"
     ]
    }
   ],
   "source": [
    "get_clusters(6)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = std.copy()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>AT</th>\n",
       "      <th>V</th>\n",
       "      <th>AP</th>\n",
       "      <th>RH</th>\n",
       "      <th>AP_div_V</th>\n",
       "      <th>Dew_Point</th>\n",
       "      <th>AT-RH</th>\n",
       "      <th>Cluster_Label</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1.263911</td>\n",
       "      <td>1.432586</td>\n",
       "      <td>-0.676786</td>\n",
       "      <td>-1.022567</td>\n",
       "      <td>-1.249217</td>\n",
       "      <td>1.011482</td>\n",
       "      <td>-1.238096</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1.708082</td>\n",
       "      <td>1.012353</td>\n",
       "      <td>-1.059040</td>\n",
       "      <td>-0.908865</td>\n",
       "      <td>-1.018620</td>\n",
       "      <td>1.584128</td>\n",
       "      <td>-1.321999</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         AT         V        AP        RH  AP_div_V  Dew_Point     AT-RH  \\\n",
       "0  1.263911  1.432586 -0.676786 -1.022567 -1.249217   1.011482 -1.238096   \n",
       "1  1.708082  1.012353 -1.059040 -0.908865 -1.018620   1.584128 -1.321999   \n",
       "\n",
       "   Cluster_Label  \n",
       "0              3  \n",
       "1              3  "
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head(2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>AT</th>\n",
       "      <th>V</th>\n",
       "      <th>AP</th>\n",
       "      <th>RH</th>\n",
       "      <th>AP_div_V</th>\n",
       "      <th>Dew_Point</th>\n",
       "      <th>AT-RH</th>\n",
       "      <th>Cluster_Label</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>4.784000e+04</td>\n",
       "      <td>4.784000e+04</td>\n",
       "      <td>4.784000e+04</td>\n",
       "      <td>4.784000e+04</td>\n",
       "      <td>4.784000e+04</td>\n",
       "      <td>4.784000e+04</td>\n",
       "      <td>4.784000e+04</td>\n",
       "      <td>47840.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>2.592518e-16</td>\n",
       "      <td>3.223035e-16</td>\n",
       "      <td>5.334798e-15</td>\n",
       "      <td>-3.101825e-16</td>\n",
       "      <td>3.212917e-16</td>\n",
       "      <td>-2.542020e-16</td>\n",
       "      <td>4.115931e-16</td>\n",
       "      <td>2.404369</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>1.000010e+00</td>\n",
       "      <td>1.000010e+00</td>\n",
       "      <td>1.000010e+00</td>\n",
       "      <td>1.000010e+00</td>\n",
       "      <td>1.000010e+00</td>\n",
       "      <td>1.000010e+00</td>\n",
       "      <td>1.000010e+00</td>\n",
       "      <td>1.735400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>-2.394126e+00</td>\n",
       "      <td>-2.277901e+00</td>\n",
       "      <td>-3.430019e+00</td>\n",
       "      <td>-3.270589e+00</td>\n",
       "      <td>-1.588248e+00</td>\n",
       "      <td>-2.836032e+00</td>\n",
       "      <td>-3.171433e+00</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>-8.240958e-01</td>\n",
       "      <td>-9.888705e-01</td>\n",
       "      <td>-7.003615e-01</td>\n",
       "      <td>-6.836860e-01</td>\n",
       "      <td>-9.758670e-01</td>\n",
       "      <td>-8.050419e-01</td>\n",
       "      <td>-7.007328e-01</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>9.309729e-02</td>\n",
       "      <td>-1.751604e-01</td>\n",
       "      <td>-5.373067e-02</td>\n",
       "      <td>1.141150e-01</td>\n",
       "      <td>-6.326244e-02</td>\n",
       "      <td>1.506259e-01</td>\n",
       "      <td>1.099517e-01</td>\n",
       "      <td>3.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>8.143721e-01</td>\n",
       "      <td>9.627745e-01</td>\n",
       "      <td>6.737290e-01</td>\n",
       "      <td>7.891378e-01</td>\n",
       "      <td>9.852219e-01</td>\n",
       "      <td>8.105366e-01</td>\n",
       "      <td>7.633810e-01</td>\n",
       "      <td>4.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>2.342804e+00</td>\n",
       "      <td>2.144779e+00</td>\n",
       "      <td>3.374760e+00</td>\n",
       "      <td>1.839173e+00</td>\n",
       "      <td>4.316520e+00</td>\n",
       "      <td>2.078785e+00</td>\n",
       "      <td>2.190755e+00</td>\n",
       "      <td>5.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                 AT             V            AP            RH      AP_div_V  \\\n",
       "count  4.784000e+04  4.784000e+04  4.784000e+04  4.784000e+04  4.784000e+04   \n",
       "mean   2.592518e-16  3.223035e-16  5.334798e-15 -3.101825e-16  3.212917e-16   \n",
       "std    1.000010e+00  1.000010e+00  1.000010e+00  1.000010e+00  1.000010e+00   \n",
       "min   -2.394126e+00 -2.277901e+00 -3.430019e+00 -3.270589e+00 -1.588248e+00   \n",
       "25%   -8.240958e-01 -9.888705e-01 -7.003615e-01 -6.836860e-01 -9.758670e-01   \n",
       "50%    9.309729e-02 -1.751604e-01 -5.373067e-02  1.141150e-01 -6.326244e-02   \n",
       "75%    8.143721e-01  9.627745e-01  6.737290e-01  7.891378e-01  9.852219e-01   \n",
       "max    2.342804e+00  2.144779e+00  3.374760e+00  1.839173e+00  4.316520e+00   \n",
       "\n",
       "          Dew_Point         AT-RH  Cluster_Label  \n",
       "count  4.784000e+04  4.784000e+04   47840.000000  \n",
       "mean  -2.542020e-16  4.115931e-16       2.404369  \n",
       "std    1.000010e+00  1.000010e+00       1.735400  \n",
       "min   -2.836032e+00 -3.171433e+00       0.000000  \n",
       "25%   -8.050419e-01 -7.007328e-01       1.000000  \n",
       "50%    1.506259e-01  1.099517e-01       3.000000  \n",
       "75%    8.105366e-01  7.633810e-01       4.000000  \n",
       "max    2.078785e+00  2.190755e+00       5.000000  "
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10,10))\n",
    "sns.heatmap(df.corr(), annot = True);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Modeling"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "data_train = df[:train.shape[0]]\n",
    "data_test = df[train.shape[0]:]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.model_selection import train_test_split\n",
    "X = data_train\n",
    "Y = train[\"PE\"]\n",
    "\n",
    "train_x,test_x,train_y,test_y = train_test_split(X,Y,test_size = 0.30, random_state = 2020)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.metrics import mean_squared_error\n",
    "\n",
    "from sklearn.model_selection import cross_val_score, StratifiedShuffleSplit,cross_validate, StratifiedKFold,KFold\n",
    "from sklearn.ensemble import RandomForestRegressor, ExtraTreesRegressor\n",
    "from xgboost import XGBRegressor"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Train RMSE = 0.47886958700970317 \n",
      "Test RMSE = 2.8481175846092097\n"
     ]
    }
   ],
   "source": [
    "xgboost = XGBRegressor(max_depth = 31, learning_rate = 0.15)\n",
    "xgboost.fit(train_x, train_y)\n",
    "pred_train = xgboost.predict(train_x)\n",
    "print(\"Train RMSE = {0} \".format(np.sqrt(mean_squared_error((train_y),(pred_train)))))\n",
    "pred_test = xgboost.predict(test_x)\n",
    "print(\"Test RMSE = {0}\".format(np.sqrt(mean_squared_error((test_y),(pred_test)))))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1c03f6ab848>"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 504x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(7,5))\n",
    "sns.barplot(xgboost.feature_importances_, X.columns)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1  err_XGB:  2.179454335263295\n",
      "2  err_XGB:  2.2233929747547263\n",
      "3  err_XGB:  2.354170662668295\n",
      "4  err_XGB:  2.311924320581651\n",
      "5  err_XGB:  2.2796334490169663\n",
      "6  err_XGB:  2.2383741602392586\n",
      "7  err_XGB:  2.1116867484501647\n",
      "8  err_XGB:  2.2906184329401778\n",
      "9  err_XGB:  2.506206118044027\n",
      "10  err_XGB:  2.3039422263193132\n",
      "11  err_XGB:  2.440957289447324\n",
      "12  err_XGB:  2.913398712030726\n",
      "13  err_XGB:  2.5124953491188022\n",
      "14  err_XGB:  2.4947761236313335\n",
      "15  err_XGB:  2.2356024001705017\n",
      "\n",
      "XGB Mean RMSE :  2.359775553511771\n"
     ]
    }
   ],
   "source": [
    "err_xgb = []\n",
    "y_pred_tot_xgb = []\n",
    "\n",
    "# X = X[selected_col]\n",
    "\n",
    "from sklearn.model_selection import StratifiedKFold\n",
    "\n",
    "fold = KFold(n_splits=15, shuffle=True, random_state=100)\n",
    "i = 1\n",
    "for train_index, test_index in fold.split(X.values, Y.values):\n",
    "    x_train, x_val = X.iloc[train_index], X.iloc[test_index]\n",
    "    y_train, y_val = Y[train_index], Y[test_index]\n",
    "    m = XGBRegressor(max_depth = 31, learning_rate = 0.15)\n",
    "    m.fit(x_train, y_train)\n",
    "    pred_y = m.predict(x_val)\n",
    "    print(i, \" err_XGB: \", np.sqrt(mean_squared_error(y_val, pred_y)))\n",
    "    err_xgb.append(np.sqrt(mean_squared_error(y_val, pred_y)))\n",
    "    pred_test = m.predict(data_test)\n",
    "    i = i + 1\n",
    "    y_pred_tot_xgb.append(pred_test)\n",
    "    \n",
    "print()    \n",
    "print(\"XGB Mean RMSE : \", np.mean(err_xgb))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "---- Fold 0 -----\n",
      "\n",
      "8 8\n",
      "[0]\tvalidation_0-rmse:396.45099\n",
      "Will train until validation_0-rmse hasn't improved in 200 rounds.\n",
      "[100]\tvalidation_0-rmse:2.29212\n",
      "[200]\tvalidation_0-rmse:2.29329\n",
      "Stopping. Best iteration:\n",
      "[66]\tvalidation_0-rmse:2.28617\n",
      "\n",
      "\n",
      " Fold 2.286164806853651\n",
      "\n",
      "->-> Fold ran for 0 minutes 8 seconds\n",
      "\n",
      "---- Fold 1 -----\n",
      "\n",
      "8 8\n",
      "[0]\tvalidation_0-rmse:396.36017\n",
      "Will train until validation_0-rmse hasn't improved in 200 rounds.\n",
      "[100]\tvalidation_0-rmse:2.40884\n",
      "[200]\tvalidation_0-rmse:2.40899\n",
      "[300]\tvalidation_0-rmse:2.40899\n",
      "Stopping. Best iteration:\n",
      "[114]\tvalidation_0-rmse:2.40879\n",
      "\n",
      "\n",
      " Fold 2.408791188349326\n",
      "\n",
      "->-> Fold ran for 0 minutes 8 seconds\n",
      "\n",
      "---- Fold 2 -----\n",
      "\n",
      "8 8\n",
      "[0]\tvalidation_0-rmse:396.23538\n",
      "Will train until validation_0-rmse hasn't improved in 200 rounds.\n",
      "[100]\tvalidation_0-rmse:2.59388\n",
      "[200]\tvalidation_0-rmse:2.59421\n",
      "Stopping. Best iteration:\n",
      "[80]\tvalidation_0-rmse:2.59244\n",
      "\n",
      "\n",
      " Fold 2.5924368821629162\n",
      "\n",
      "->-> Fold ran for 0 minutes 8 seconds\n",
      "\n",
      "---- Fold 3 -----\n",
      "\n",
      "8 8\n",
      "[0]\tvalidation_0-rmse:396.40951\n",
      "Will train until validation_0-rmse hasn't improved in 200 rounds.\n",
      "[100]\tvalidation_0-rmse:2.66149\n",
      "[200]\tvalidation_0-rmse:2.66219\n",
      "Stopping. Best iteration:\n",
      "[58]\tvalidation_0-rmse:2.65294\n",
      "\n",
      "\n",
      " Fold 2.6529399005226257\n",
      "\n",
      "->-> Fold ran for 0 minutes 8 seconds\n",
      "\n",
      "---- Fold 4 -----\n",
      "\n",
      "8 8\n",
      "[0]\tvalidation_0-rmse:396.44220\n",
      "Will train until validation_0-rmse hasn't improved in 200 rounds.\n",
      "[100]\tvalidation_0-rmse:2.52962\n",
      "[200]\tvalidation_0-rmse:2.53109\n",
      "Stopping. Best iteration:\n",
      "[54]\tvalidation_0-rmse:2.51997\n",
      "\n",
      "\n",
      " Fold 2.5199682514049417\n",
      "\n",
      "->-> Fold ran for 0 minutes 6 seconds\n",
      "\n",
      "---- Fold 5 -----\n",
      "\n",
      "8 8\n",
      "[0]\tvalidation_0-rmse:396.51395\n",
      "Will train until validation_0-rmse hasn't improved in 200 rounds.\n",
      "[100]\tvalidation_0-rmse:2.21292\n",
      "[200]\tvalidation_0-rmse:2.21427\n",
      "Stopping. Best iteration:\n",
      "[70]\tvalidation_0-rmse:2.20975\n",
      "\n",
      "\n",
      " Fold 2.20975209576706\n",
      "\n",
      "->-> Fold ran for 0 minutes 8 seconds\n",
      "\n",
      "---- Fold 6 -----\n",
      "\n",
      "8 8\n",
      "[0]\tvalidation_0-rmse:396.40799\n",
      "Will train until validation_0-rmse hasn't improved in 200 rounds.\n",
      "[100]\tvalidation_0-rmse:2.18692\n",
      "[200]\tvalidation_0-rmse:2.18771\n",
      "Stopping. Best iteration:\n",
      "[73]\tvalidation_0-rmse:2.18449\n",
      "\n",
      "\n",
      " Fold 2.1844857803112245\n",
      "\n",
      "->-> Fold ran for 0 minutes 8 seconds\n",
      "\n",
      "---- Fold 7 -----\n",
      "\n",
      "8 8\n",
      "[0]\tvalidation_0-rmse:396.36435\n",
      "Will train until validation_0-rmse hasn't improved in 200 rounds.\n",
      "[100]\tvalidation_0-rmse:2.19408\n",
      "[200]\tvalidation_0-rmse:2.19549\n",
      "Stopping. Best iteration:\n",
      "[52]\tvalidation_0-rmse:2.17485\n",
      "\n",
      "\n",
      " Fold 2.174855655000127\n",
      "\n",
      "->-> Fold ran for 0 minutes 8 seconds\n",
      "\n",
      "---- Fold 8 -----\n",
      "\n",
      "8 8\n",
      "[0]\tvalidation_0-rmse:396.38831\n",
      "Will train until validation_0-rmse hasn't improved in 200 rounds.\n",
      "[100]\tvalidation_0-rmse:2.57713\n",
      "[200]\tvalidation_0-rmse:2.57778\n",
      "Stopping. Best iteration:\n",
      "[61]\tvalidation_0-rmse:2.56883\n",
      "\n",
      "\n",
      " Fold 2.5688330576541363\n",
      "\n",
      "->-> Fold ran for 0 minutes 6 seconds\n",
      "\n",
      "---- Fold 9 -----\n",
      "\n",
      "8 8\n",
      "[0]\tvalidation_0-rmse:396.30051\n",
      "Will train until validation_0-rmse hasn't improved in 200 rounds.\n",
      "[100]\tvalidation_0-rmse:2.29467\n",
      "[200]\tvalidation_0-rmse:2.29521\n",
      "Stopping. Best iteration:\n",
      "[56]\tvalidation_0-rmse:2.28983\n",
      "\n",
      "\n",
      " Fold 2.2898293493426043\n",
      "\n",
      "->-> Fold ran for 0 minutes 6 seconds\n",
      "\n",
      "OOF val score: 2.3950928797634115\n",
      "\n",
      "->-> Total training time: 1 minutes 19 seconds\n"
     ]
    }
   ],
   "source": [
    "def RMSE(y_true, y_pred):\n",
    "    return mean_squared_error(y_true, y_pred) ** 0.5\n",
    "\n",
    "import time\n",
    "\n",
    "features = X.columns\n",
    "\n",
    "training_start_time = time.time()\n",
    "\n",
    "max_iter = 10\n",
    "folds = StratifiedKFold(n_splits = max_iter)\n",
    "oofs = np.zeros(len(X))\n",
    "test_preds = np.zeros(len(data_test))\n",
    "actual_test_preds = np.zeros(len(test_x))\n",
    "\n",
    "\n",
    "\n",
    "for fold_, (trn_idx, val_idx) in enumerate(folds.split(data_train, pd.qcut(Y, 10, labels=False, duplicates='drop'))):\n",
    "    \n",
    "    print(f'\\n---- Fold {fold_} -----\\n')\n",
    "    \n",
    "    fold_start_time = time.time()\n",
    "    \n",
    "    X_trn, y_trn = X.iloc[trn_idx][features], pd.Series(Y).iloc[trn_idx]\n",
    "    X_val, y_val = X.iloc[val_idx][features], pd.Series(Y).iloc[val_idx]\n",
    "    X_test = data_test[features]\n",
    "    print(X_trn.shape[1], X_val.shape[1])\n",
    "    \n",
    "\n",
    "    clf = XGBRegressor(n_estimators = 1000,max_depth = 31, learning_rate = 0.15)\n",
    "    _ = clf.fit(X_trn,(y_trn), eval_set = [(X_val, (y_val))], verbose=100, early_stopping_rounds=200, eval_metric='rmse')\n",
    "    \n",
    "\n",
    "    oofs[val_idx] = (clf.predict(X_val))\n",
    "    current_test_pred = (clf.predict(X_test))\n",
    "    test_preds += (clf.predict(X_test))/max_iter\n",
    "    actual_test_preds += (clf.predict(test_x))/max_iter\n",
    "    \n",
    "    \n",
    "    print(f'\\n Fold {RMSE((y_val),(oofs[val_idx]))}')\n",
    "    \n",
    "    fold_end_time = time.time()\n",
    "    total_fold_time = int(fold_end_time - fold_start_time)\n",
    "    \n",
    "    print(f\"\\n->-> Fold ran for {(total_fold_time)//60} minutes {(total_fold_time)%60} seconds\")\n",
    "    \n",
    "\n",
    "print(f'\\nOOF val score: {RMSE((pd.Series(Y)), (oofs))}')\n",
    "training_end_time = time.time()\n",
    "total_training_time = int(training_end_time - training_start_time)\n",
    "\n",
    "print(f'\\n->-> Total training time: {(total_training_time)//60} minutes {(total_training_time)%60} seconds')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# FINAL SUBMISSION"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Submission is ready\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>PE</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>473.115112</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>494.926861</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>497.065048</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>480.322205</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>445.333679</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           PE\n",
       "0  473.115112\n",
       "1  494.926861\n",
       "2  497.065048\n",
       "3  480.322205\n",
       "4  445.333679"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "submission = pd.DataFrame()\n",
    "submission[\"PE\"] = test_preds #average of predictions\n",
    "submission.to_csv(folder+\"submission_final.csv\",index = False)\n",
    "print(\"Submission is ready\")\n",
    "\n",
    "submission.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 504x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.rcParams[\"figure.figsize\"] = 7,5\n",
    "submission[\"PE\"].hist();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.3100329642134342"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "submission[\"PE\"].skew()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Thanks for reading"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
